Confirm Delete?
Are you sure you want to remove from the report?

Data Preview

Tail

  year week total_post claim_id search_volume weight_per_unit sales_dollars_value
2079 2017.000000 13.000000 307.000000 151.000000 31698.000000 10.680000 359022
2080 2016.000000 8.000000 63.000000 152.000000 14138.000000 0.130000 18163
2081 2016.000000 12.000000 151.000000 151.000000 12675.000000 11.250000 259271
2082 2019.000000 4.000000 313.000000 187.000000 27776.000000 13.100000 2497804
2083 2017.000000 18.000000 1746.000000 438.000000 80106.000000 17.200000 3026117

Pre Processing

Pre Processing - Imputations

Pre Processing - Imputations - Missing

No missing values in data

Pre Processing - Imputations - Infinitys

No Infinity values

Health Analysis

Health Plot

Missing Plot

Missing Value Summary

No Missing Values

Duplicate Columns

No duplicate variables

Outliers In Features

  N < (mean-3*std) > (mean+3*std) < (1stQ - 1.5 * IQR) > (3rdQ + 1.5 * IQR) -inf +inf
Feature              
total_post 2084 0 56 0 276 0 0
search_volume 2084 0 32 0 84 0 0
weight_per_unit 2084 0 0 0 102 0 0
sales_dollars_value 2084 0 8 0 206 0 0

Feature Analysis

Summary Stats

Summary Stats - Numeric Variables

  Variable Name Datatype No of Unique Samples Mean Standard Deviation Min 25th percentile Median 75th percentile Max
0 claim_id float64 19 [75.0, 158.0, 187.0, 152.0, 430.0] 184.548944 129.848004 8.000000 81.000000 158.000000 227.000000 438.000000
1 sales_dollars_value int64 2006 [53929, 207827, 2224116, 20806, 5724950] 2566164.447217 3821680.446707 98.000000 55669.750000 291738.500000 3343831.500000 16009176.000000
2 search_volume float64 1897 [10737.0, 74850.0, 28773.0, 11640.0, 9788.0] 25188.076489 28745.937901 3.000000 4159.000000 11961.000000 39725.750000 113693.856316
3 total_post float64 972 [626.0, 915.0, 729.0, 125.0, 22.0] 655.345847 867.585682 0.000000 86.750000 296.000000 761.000000 3578.049019
4 week float64 52 [48.0, 51.0, 49.0, 40.0, 25.0] 25.123800 14.476794 1.000000 13.000000 25.000000 37.000000 52.000000
5 weight_per_unit float64 887 [0.36, 5.62, 12.02, 0.13, 2.46] 5.292740 5.139163 0.130000 1.347500 3.395000 7.662500 18.530000
6 year float64 4 [2018.0, 2017.0, 2019.0, 2016.0] 2017.501440 1.102303 2016.000000 2017.000000 2018.000000 2018.000000 2019.000000

Summary Stats - Non Numeric Variables

No categorical columns

Distributions

Distributions - Numeric Variables

Distributions - Numeric Variables - Claim Id

Distributions - Numeric Variables - Sales Dollars Value

Distributions - Numeric Variables - Search Volume

Distributions - Numeric Variables - Total Post

Distributions - Numeric Variables - Week

Distributions - Numeric Variables - Weight Per Unit

Distributions - Numeric Variables - Year

Distributions - Non Numeric Variables

No categorical variables in data.

Feature Normality

Feature Interactions

Correlation Table

  Variable 1 Variable 2 Corr Coef Abs Corr Coef
0 sales_dollars_value total_post 0.479140 0.479140
1 total_post sales_dollars_value 0.479140 0.479140
2 sales_dollars_value search_volume 0.154018 0.154018
3 search_volume sales_dollars_value 0.154018 0.154018
4 claim_id sales_dollars_value 0.036433 0.036433
5 sales_dollars_value claim_id 0.036433 0.036433
6 sales_dollars_value weight_per_unit 0.029835 0.029835
7 weight_per_unit sales_dollars_value 0.029835 0.029835
8 sales_dollars_value year 0.005065 0.005065
9 year sales_dollars_value 0.005065 0.005065
10 sales_dollars_value week -0.001520 0.001520
11 week sales_dollars_value -0.001520 0.001520

Correlation Heatmap

Covariance Heatmap

Bivariate Plots

Bivariate Plots - Year

Bivariate Plots - Year - Year

Bivariate Plots - Year - Week

Bivariate Plots - Year - Total Post

Bivariate Plots - Year - Claim Id

Bivariate Plots - Year - Search Volume

Bivariate Plots - Year - Weight Per Unit

Bivariate Plots - Year - Sales Dollars Value

Bivariate Plots - Week

Bivariate Plots - Week - Year

Bivariate Plots - Week - Week

Bivariate Plots - Week - Total Post

Bivariate Plots - Week - Claim Id

Bivariate Plots - Week - Search Volume

Bivariate Plots - Week - Weight Per Unit

Bivariate Plots - Week - Sales Dollars Value

Bivariate Plots - Total Post

Bivariate Plots - Total Post - Year

Bivariate Plots - Total Post - Week

Bivariate Plots - Total Post - Total Post

Bivariate Plots - Total Post - Claim Id

Bivariate Plots - Total Post - Search Volume

Bivariate Plots - Total Post - Weight Per Unit

Bivariate Plots - Total Post - Sales Dollars Value

Bivariate Plots - Claim Id

Bivariate Plots - Claim Id - Year

Bivariate Plots - Claim Id - Week

Bivariate Plots - Claim Id - Total Post

Bivariate Plots - Claim Id - Claim Id

Bivariate Plots - Claim Id - Search Volume

Bivariate Plots - Claim Id - Weight Per Unit

Bivariate Plots - Claim Id - Sales Dollars Value

Bivariate Plots - Search Volume

Bivariate Plots - Search Volume - Year

Bivariate Plots - Search Volume - Week

Bivariate Plots - Search Volume - Total Post

Bivariate Plots - Search Volume - Claim Id

Bivariate Plots - Search Volume - Search Volume

Bivariate Plots - Search Volume - Weight Per Unit

Bivariate Plots - Search Volume - Sales Dollars Value

Bivariate Plots - Weight Per Unit

Bivariate Plots - Weight Per Unit - Year

Bivariate Plots - Weight Per Unit - Week

Bivariate Plots - Weight Per Unit - Total Post

Bivariate Plots - Weight Per Unit - Claim Id

Bivariate Plots - Weight Per Unit - Search Volume

Bivariate Plots - Weight Per Unit - Weight Per Unit

Bivariate Plots - Weight Per Unit - Sales Dollars Value

Bivariate Plots - Sales Dollars Value

Bivariate Plots - Sales Dollars Value - Year

Bivariate Plots - Sales Dollars Value - Week

Bivariate Plots - Sales Dollars Value - Total Post

Bivariate Plots - Sales Dollars Value - Claim Id

Bivariate Plots - Sales Dollars Value - Search Volume

Bivariate Plots - Sales Dollars Value - Weight Per Unit

Bivariate Plots - Sales Dollars Value - Sales Dollars Value

Key Drivers

Sales Dollars Value

Sales Dollars Value - Feature Scores - Feature Correlation

Sales Dollars Value - Feature Importances - From Model

Sales Dollars Value - Pca Analysis

Sales Dollars Value - Pca Analysis - Pca Projection

Sales Dollars Value - Pca Analysis - Correlation With Dimension 2 (y)

Sales Dollars Value - Pca Analysis - Correlation With Dimension 1 (x)

Sales Dollars Value - Bivariate Plots

Sales Dollars Value - Bivariate Plots - Search Volume

Sales Dollars Value - Bivariate Plots - Week

Sales Dollars Value - Bivariate Plots - Claim Id

Sales Dollars Value - Bivariate Plots - Total Post

Sales Dollars Value - Bivariate Plots - Year

Sales Dollars Value - Bivariate Plots - Weight Per Unit